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Currently, TF only initializes GPUs once, and never releases memory. As a result, we must set `allow_growth` in the first Session (or every session?), otherwise it doesn't work. Please confirm the `allow_growth` config in `trainer.py` is expected, otherwise we should remove it instead.
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